← Evals

Evaluation profile

AA-Omniscience

1sub-evals
2.51%Safety weight
0%Freedom weight
1components

Weights below are portfolio-specific global index weights.

Model score (lower is better)Predicted score

About this eval

Hallucination propensity on difficult closed-book factual questions under explicit encouragement to abstain when uncertain.

Included in the behavior ranking.

Sub-evals

MeasureComponentDirection by rankingSafety weightFreedom weight
hallucination_rateaa-omniscience/aa-omniscience.csv:hallucination_rateMeasures whether the model avoids confidently giving incorrect answers across six thousand factual questions.Safety: truthfulness_honesty:1.000aa-omniscienceSafety: lower2.51%—

hallucination_rate

Measures whether the model avoids confidently giving incorrect answers across six thousand factual questions.

RankModelValueRelative performanceProvenance
1minicpm5-1b0.009009official
2g9v3-3b0.1166official
3g9v3-39a5b0.1304official
4command-a-plus0.1416official
5gemini-4-argon0.1507official
6lfm2.5-2.6b0.16official
7grok-4.30.1694official
8qwen3.8-27b0.1809official
9minimax-m30.1843official
10grok-4.200.1992official
11quasar-438b0.2144official
12minicpm5-2b0.2191official
13ling-3.0-flash-vl0.2205official
14k-exaone-2.00.226official
15grok-4.60.24official
16solar-pro-40.244official
17mimo-v2.5-pro0.247official
18solar-open2-250b0.2538official
19granite-4.2-30b0.2558official
20qwen3.7-max0.2563official
21claude-haiku-4.50.2571official
22grok-3-mini0.2582official
23k2-horizon-375b-a23b0.2585official
24glm-5.20.263official
25granite-4.2-3b0.2634official
26glm-5.3-flash0.2763official
27qwen3.7-plus0.2766official
28qwen3.8-max0.2884official
29claude-sonnet-40.2912official
30grok-4.70.2934official
31glm-5.30.2955official
32nemotron-3-ultra-550b-a55b0.2969official
33glm-5.10.2995official
34mimo-v2-pro0.2998official
35gemma-3-270m0.3042official
36ling-3.0-tiny0.3046official
37k2-horizon-mova-36b-a4b0.3053official
38gemma-4-e4b0.3094official
39muse-spark-1.30.3146official
40mimo-v2.50.3193official
41granite-4.2-8b0.3197official
42gemma-4-e2b0.3236official
43agnes-2.5-pro-beta0.328official
44a-x-k20.3299official
45muse-spark-1.20.3329official
46k2-horizon-7b0.3363official
47gemini-3.5-flash-lite0.3436official
48qwen3.6-plus0.3464official
49glm-50.3532official
50minimax-m2.70.3556official
51solar-mini40.3583official
52qwen3.5-omni-plus0.37official
53nemotron-3.5-lightning0.3757official
54ling-3.1-flash0.3788official
55gpt-4o0.3792official
56motif-30.3877official
57claude-opus-4.80.3925official
58claude-sonnet-50.3937official
59ling-3.0-flash-fin0.3951official
60claude-3.7-sonnet0.3997official
61mimo-v2-omni0.4005official
62claude-haiku-5.50.4042official
63kimi-k2.60.405official
64mimo-v2.6-pro0.4062official
65claude-3.5-haiku0.4115official
66mistral-large-40.4195official
67claude-opus-4.70.4229official
68step-5-preview0.4302official
69llama-3.1-8b-instruct0.4304official
70jt-4.1-flash-236b-a21b0.4367official
71ling-3.0-flash0.4405official
72k2-horizon-3.7b0.4414official
73gpt-5-mini0.4432official
74gpt-6-astra0.4477official
75qwen3-coder-480b-a35b-instruct0.4493official
76qwen3.8-flash-next0.4532official
77qwen3.6-max-preview0.4619official
78lfm2.5-8b-a1b0.4691official
79claude-sonnet-5.50.4701official
80agnes-3.0-flash0.4838official
81mimo-v2-flash0.4841official
82claude-sonnet-4.60.4845official
83claude-sonnet-4.50.4908official
84qwen3.6-27b0.4927official
85gpt-6.1-sol0.4936official
86kimi-k2.50.4996official
87muse-spark-1.10.4998official
88qwen3.6-35b-a3b0.505official
89gpt-6-sol0.5074official
90gemini-3.1-pro-preview0.5087official
91gpt-5.4-nano0.5113official
92glm-4.6v0.5146official
93gpt-5.1-codex-mini0.5158official
94gpt-5.10.5189official
95gemini-3.8-flash0.519official
96llama-3.1-405b-instruct0.5244official
97gpt-5-nano0.5262official
98kimi-k30.532official
99deepseek-v4.1-flash0.5399official
100grok-4.50.5415official
101mimo-v2.6-flash0.5436official
102gemini-3.6-flash0.5563official
103kat-coder-pro-v20.5598official
104nova-lite0.5761official
105nanbeige4.1-3b0.581official
106claude-opus-5.50.5861official
107claude-opus-50.5955official
108magistral-medium0.5966official
109nvidia-nemotron-nano-9b-v20.6049official
110mistral-medium-30.609official
111claude-opus-4.50.61official
112qwen3.5-0.8b0.6135official
113gpt-5.20.616official
114gemini-3.5-flash0.6176official
115devstral0.6219official
116glm-5-turbo0.6264official
117claude-opus-4.60.6284official
118lfm2.2-6b0.6289official
119inkling-small0.6299official
120claude-fable-50.6364official
121jt-35b-flash0.6384official
122grok-40.6449official
123gemini-3.7-flash0.6453official
124nova-micro0.6508official
125gpt-5.5-instant0.653official
126claude-fable-5.10.6563official
127olmo-3.1-32b-think0.6629official
128llama-3.2-1b-instruct0.6634official
129mistral-small-40.665official
130ernie-4.5-300b-a47b0.6693official
131llama-nemotron-super-49b-v1.50.6726official
132kat-coder-pro-v10.6736official
133glm-4.60.6757official
134inkling0.6766official
135mistral-large-20.6768official
136grok-4-fast0.6827official
137minimax-m2.10.6854official
138glm-5v-turbo0.688official
139lfm2-24b-a2b0.6903official
140jamba-reasoning-3b0.6904official
141gpt-40.6941official
142o10.6963official
143glm-4.50.7015official
144k2-think-v20.7117official
145llama-3.1-nemotron-instruct-70b0.7126official
146gemini-2.5-flash-lite0.7171official
147nova-premier0.7192official
148kimi-k20.7267official
149olmo-3.1-32b-instruct0.7324official
150gpt-5.2-codex0.7336official
151gemma-4-12b0.7341official
152grok-4.1-fast0.7341official
153llama-3.3-nemotron-super-49b0.7369official
154hy30.7413official
155qwen3.5-2b0.7424official
156deepseek-v3.1-terminus0.7483official
157gpt-5.6-luna0.75official
158qwen3.5-27b0.7513official
159longcat-2.00.7539official
160gpt-5-codex0.7542official
161qwen3-14b-instruct0.7582official
162k2-v20.7604official
163granite-4.0-350m0.7613official
164gpt-6-luna0.7673official
165mistral-small-3.20.7681official
166gpt-5.1-codex0.772official
167command-a0.7732official
168qwen3-235b-a22b-instruct0.774official
169mistral-small-3.10.7756official
170nova-pro0.7771official
171phi-4-mini0.7799official
172llama-3.1-70b-instruct0.7821official
173apodex-1.10.7843official
174gpt-50.7902official
175grok-code-fast-10.7929official
176llama-4-scout0.7935official
177exaone-4.5-33b0.7992official
178nova-2.0-pro0.7994official
179doubao-seed-code0.7999official
180cogito-v2.10.8016official
181ministral-3-3b0.8019official
182hermes-4-llama-3.1-405b0.8023official
183qwen3-coder-30b-a3b-instruct0.803official
184mercury-2.50.8033official
185o4-mini0.8045official
186claude-3-haiku0.8045official
187tri-21b-think-preview0.8053official
188qwen3-30b-a3b-instruct0.8073official
189o3-mini0.8108official
190deepseek-r1-distill-llama-70b0.8109official
191hyperclova-x-seed-think-32b0.8119official
192phi-40.8119official
193llama-3.1-nemotron-ultra-253b-v10.8123official
194mistral-7b-instruct0.8126official
195lfm2.1-2b0.8138official
196mistral-medium-3.50.8159official
197devstral-small0.8162official
198granite-4.0-h-nano-1b0.8172official
199qwen3-4b-instruct0.8174official
200llama-3.2-instruct-11b-vision0.8188official
201muse-glimmer0.8194official
202gemma-4-31b-it0.8195official
203exaone-4.0-32b0.821official
204qwen3-32b-instruct0.8212official
205gemma-3-1b0.8229official
206hypernova-60b0.8233official
207kimi-k2.7-code0.8238official
208deepseek-v3.10.8251official
209gpt-4.1-nano0.8256official
210gpt-5.40.8258official
211gemini-2.5-flash0.826official
212gemini-3.1-flash-lite0.8266official
213hermes-4-llama-3.1-70b0.8268official
214qwen3.5-397b-a17b0.8269official
215apertus-70b-instruct0.8282official
216north-mini-code0.8321official
217nemotron-3-nano-30b-a3b0.8327official
218step-3-vl-10b0.8332official
219magistral-small0.8345official
220deepseek-r10.8345official
221qwen3.5-9b0.8361official
222qwen3-vl-32b0.8368official
223muse-spark0.8419official
224mistral-medium-3.10.8458official
225nova-2.0-omni0.847official
226glm-4.5v0.8478official
227step-3.7-flash0.8498official
228qwen3-vl-235b-a22b0.8515official
229deepseek-v3.20.8518official
230devstral-20.8527official
231apriel-v1.5-15b-thinker0.8528official
232ring-2.6-1t0.8533official
233nemotron-cascade-2-30b-a3b0.8536official
234tri-21b-think-v0.50.8542official
235qwen3.5-35b-a3b0.8543official
236qwen2.5-72b-instruct0.8546official
237nemotron-3-nano-omni-30b-a3b0.8565official
238olmo-3-32b-think0.8567official
239k2-horizon-0.9b0.8569official
240deepseek-v30.8586official
241nova-2.0-lite0.8587official
242trinity-large0.8589official
243mistral-large-30.8596official
244gemini-2.0-flash0.8624official
245deepseek-r1-qwen3-8b0.8635official
246seed-oss-36b-instruct0.8639official
247gemma-4-26b-a4b-it0.8644official
248qwen3-30b-a3b0.8654official
249qwen3.5-4b0.8655official
250gpt-oss-20b0.8671official
251nemotron-3-super-120b-a12b0.8696official
252ernie-5.0-thinking-preview0.8701official
253qwen3-next-80b-a3b0.8701official
254qwen3.5-122b-a10b0.8709official
255granite-4.1-8b0.8713official
256devstral-small-20.8729official
257grok-30.8732official
258hy3-preview0.874official
259llama-3-70b-instruct0.8754official
260intellect-30.8759official
261granite-4.0-h-small0.8785official
262deepseek-v4-pro0.8785official
263gpt-5.6-terra0.8788official
264gpt-5.50.8804official
265granite-4.0-h-350m0.8806official
266agnes-2.5-pro-alpha0.8807official
267o30.8809official
268minimax-m2.50.8812official
269solar-pro-30.8822official
270step-3.5-flash0.8849official
271nvidia-nemotron-3-nano-4b0.8857official
272falcon-h1r-7b0.8877official
273k-exaone0.8884official
274llama-4-maverick0.8888official
275deepseek-v4-flash0.8897official
276qwen3-omni-30b-a3b0.8899official
277deepseek-v3.2-speciale0.8915official
278gpt-5.3-codex0.8918official
279gpt-5.6-sol0.8942official
280ling-flash-2.00.8948official
281solar-open-100b0.8965official
282lfm2.5-1.2b-instruct0.8973official
283ring-1t0.8975official
284qwen3-vl-30b-a3b0.8977official
285llama-3-8b-instruct0.8979official
286gpt-5.4-mini0.8985official
287qwen3-max0.8992official
288qwen3-max-preview0.8993official
289gemini-3-pro-preview0.9official
290ring-flash-2.00.9007official
291llama-3.3-70b-instruct0.9021official
292motif-2-12.7b0.9059official
293sarvam-m0.9064official
294qwen3-8b-instruct0.9074official
295gpt-oss-120b0.9082official
296diffusiongemma-26b-a4b0.9089official
297gemini-2.5-pro0.9089official
298minimax-m20.909official
299qwen3-0.6b-instruct0.9094official
300qwen3-vl-8b-instruct0.9101official
301molmo2-8b0.911official
302olmo-3-7b-instruct0.9122official
303mercury-20.9122official
304reka-flash-30.9127official
305jt-mini0.913official
306qwen3-vl-8b0.9141official
307deepseek-v4-flash-vision0.9148official
308minimax-m1-80k0.9153official
309qwen3-vl-235b-a22b-instruct0.9155official
310deepseek-v4-flash-07310.917official
311exaone-4.0-1.2b0.9174official
312qwen3-vl-4b0.9182official
313qwen3-vl-32b-instruct0.9182official
314apriel-v1.6-15b-thinker0.9193official
315deepseek-v4-pro-08130.9194official
316gemma-3-27b-it0.9209official
317lfm2-8b-a1b0.923official
318nvidia-nemotron-nano-12b-v2-vl0.9235official
319gemini-3-flash-preview0.9241official
320ministral-3-14b0.9252official
321gpt-4.1-mini0.9272official
322qwen3-next-80b-a3b-instruct0.9275official
323celeris-10.9275official
324ling-2.6-1t0.9283official
325glm-4.5-air0.9288official
326glm-4.70.9291official
327solar-pro-20.9303official
328grok-build-0.10.9312official
329olmo-3-7b-think0.9321official
330gpt-4.10.9331official
331gemma-3n-e2b0.9338official
332qwen3.5-omni-flash0.934official
333sarvam-105b0.9343official
334granite-4.0-nano-1b0.9352official
335qwen3-vl-30b-a3b-instruct0.9366official
336qwen3-coder-next0.9368official
337glm-4.7-flash0.9394official
338ministral-3-8b0.9416official
339mi-dm-k-2.5-pro0.9427official
340ling-1t0.9473official
341qwen3-1.7b-instruct0.9481official
342nex-n2-pro0.9491official
343granite-4.1-30b0.9498official
344jamba-1.7-large0.9507official
345granite-4.1-3b0.9508official
346jamba-1.7-mini0.951official
347lfm2.5-vl-1.6b0.9574official
348granite-4.0-micro0.9577official
349ling-mini-2.00.9587official
350minicpm-v4.6-1.3b0.9607official
351apertus-8b-instruct0.9614official
352longcat-flash-lite0.9616official
353tiny-aya-global0.962official
354granite-3.3-8b-instruct0.9622official
355sarvam-30b0.9628official
356ling-2.6-flash0.9672official
357gemma-3n-e4b-it0.9707official
358gemma-3-12b0.974official
359qwen3-vl-4b-instruct0.9742official
360qwen3-omni-30b-a3b-instruct0.9759official
361gemma-3-4b0.9821official